“Well, this is… something,” Mark muttered to himself, a wide, almost manic grin plastered on his face. He’d discovered it by accident, while searching for a therapist near his new apartment. There it was: “Dr. Kevin Thompson, LPC.”

He let out a bark of laughter, the sound echoing in his otherwise empty apartment. He felt a surge of energy, a bubbling excitement that made him want to jump up and down.

He grabbed his phone, excitement bubbling over. He was getting better at planning his revenge, and this was too good an opportunity to pass up.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

This story is one of 1,000 stories generated for the emotion jubilant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 jubilant stories, after denoising with neutral dialogue baselines, produces the jubilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the jubilant vector is projected through the unembedding matrix.

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351